Model: "model_2"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
input_2 (InputLayer) [(None, None, None, 3)] 0
_________________________________________________________________
conv1_pad (ZeroPadding2D) (None, None, None, 3) 0
_________________________________________________________________
conv1 (Conv2D) (None, None, None, 32) 864
_________________________________________________________________
conv1_bn (BatchNormalization (None, None, None, 32) 128
_________________________________________________________________
conv1_relu (ReLU) (None, None, None, 32) 0
_________________________________________________________________
conv_dw_1 (DepthwiseConv2D) (None, None, None, 32) 288
_________________________________________________________________
conv_dw_1_bn (BatchNormaliza (None, None, None, 32) 128
_________________________________________________________________
conv_dw_1_relu (ReLU) (None, None, None, 32) 0
_________________________________________________________________
conv_pw_1 (Conv2D) (None, None, None, 64) 2048
_________________________________________________________________
conv_pw_1_bn (BatchNormaliza (None, None, None, 64) 256
_________________________________________________________________
conv_pw_1_relu (ReLU) (None, None, None, 64) 0
_________________________________________________________________
conv_pad_2 (ZeroPadding2D) (None, None, None, 64) 0
_________________________________________________________________
conv_dw_2 (DepthwiseConv2D) (None, None, None, 64) 576
_________________________________________________________________
conv_dw_2_bn (BatchNormaliza (None, None, None, 64) 256
_________________________________________________________________
conv_dw_2_relu (ReLU) (None, None, None, 64) 0
_________________________________________________________________
conv_pw_2 (Conv2D) (None, None, None, 128) 8192
_________________________________________________________________
conv_pw_2_bn (BatchNormaliza (None, None, None, 128) 512
_________________________________________________________________
conv_pw_2_relu (ReLU) (None, None, None, 128) 0
_________________________________________________________________
conv_dw_3 (DepthwiseConv2D) (None, None, None, 128) 1152
_________________________________________________________________
conv_dw_3_bn (BatchNormaliza (None, None, None, 128) 512
_________________________________________________________________
conv_dw_3_relu (ReLU) (None, None, None, 128) 0
_________________________________________________________________
conv_pw_3 (Conv2D) (None, None, None, 128) 16384
_________________________________________________________________
conv_pw_3_bn (BatchNormaliza (None, None, None, 128) 512
_________________________________________________________________
conv_pw_3_relu (ReLU) (None, None, None, 128) 0
_________________________________________________________________
conv_pad_4 (ZeroPadding2D) (None, None, None, 128) 0
_________________________________________________________________
conv_dw_4 (DepthwiseConv2D) (None, None, None, 128) 1152
_________________________________________________________________
conv_dw_4_bn (BatchNormaliza (None, None, None, 128) 512
_________________________________________________________________
conv_dw_4_relu (ReLU) (None, None, None, 128) 0
_________________________________________________________________
conv_pw_4 (Conv2D) (None, None, None, 256) 32768
_________________________________________________________________
conv_pw_4_bn (BatchNormaliza (None, None, None, 256) 1024
_________________________________________________________________
conv_pw_4_relu (ReLU) (None, None, None, 256) 0
_________________________________________________________________
conv_dw_5 (DepthwiseConv2D) (None, None, None, 256) 2304
_________________________________________________________________
conv_dw_5_bn (BatchNormaliza (None, None, None, 256) 1024
_________________________________________________________________
conv_dw_5_relu (ReLU) (None, None, None, 256) 0
_________________________________________________________________
conv_pw_5 (Conv2D) (None, None, None, 256) 65536
_________________________________________________________________
conv_pw_5_bn (BatchNormaliza (None, None, None, 256) 1024
_________________________________________________________________
conv_pw_5_relu (ReLU) (None, None, None, 256) 0
_________________________________________________________________
conv_pad_6 (ZeroPadding2D) (None, None, None, 256) 0
_________________________________________________________________
conv_dw_6 (DepthwiseConv2D) (None, None, None, 256) 2304
_________________________________________________________________
conv_dw_6_bn (BatchNormaliza (None, None, None, 256) 1024
_________________________________________________________________
conv_dw_6_relu (ReLU) (None, None, None, 256) 0
_________________________________________________________________
conv_pw_6 (Conv2D) (None, None, None, 512) 131072
_________________________________________________________________
conv_pw_6_bn (BatchNormaliza (None, None, None, 512) 2048
_________________________________________________________________
conv_pw_6_relu (ReLU) (None, None, None, 512) 0
_________________________________________________________________
conv_dw_7 (DepthwiseConv2D) (None, None, None, 512) 4608
_________________________________________________________________
conv_dw_7_bn (BatchNormaliza (None, None, None, 512) 2048
_________________________________________________________________
conv_dw_7_relu (ReLU) (None, None, None, 512) 0
_________________________________________________________________
conv_pw_7 (Conv2D) (None, None, None, 512) 262144
_________________________________________________________________
conv_pw_7_bn (BatchNormaliza (None, None, None, 512) 2048
_________________________________________________________________
conv_pw_7_relu (ReLU) (None, None, None, 512) 0
_________________________________________________________________
conv_dw_8 (DepthwiseConv2D) (None, None, None, 512) 4608
_________________________________________________________________
conv_dw_8_bn (BatchNormaliza (None, None, None, 512) 2048
_________________________________________________________________
conv_dw_8_relu (ReLU) (None, None, None, 512) 0
_________________________________________________________________
conv_pw_8 (Conv2D) (None, None, None, 512) 262144
_________________________________________________________________
conv_pw_8_bn (BatchNormaliza (None, None, None, 512) 2048
_________________________________________________________________
conv_pw_8_relu (ReLU) (None, None, None, 512) 0
_________________________________________________________________
conv_dw_9 (DepthwiseConv2D) (None, None, None, 512) 4608
_________________________________________________________________
conv_dw_9_bn (BatchNormaliza (None, None, None, 512) 2048
_________________________________________________________________
conv_dw_9_relu (ReLU) (None, None, None, 512) 0
_________________________________________________________________
conv_pw_9 (Conv2D) (None, None, None, 512) 262144
_________________________________________________________________
conv_pw_9_bn (BatchNormaliza (None, None, None, 512) 2048
_________________________________________________________________
conv_pw_9_relu (ReLU) (None, None, None, 512) 0
_________________________________________________________________
conv_dw_10 (DepthwiseConv2D) (None, None, None, 512) 4608
_________________________________________________________________
conv_dw_10_bn (BatchNormaliz (None, None, None, 512) 2048
_________________________________________________________________
conv_dw_10_relu (ReLU) (None, None, None, 512) 0
_________________________________________________________________
conv_pw_10 (Conv2D) (None, None, None, 512) 262144
_________________________________________________________________
conv_pw_10_bn (BatchNormaliz (None, None, None, 512) 2048
_________________________________________________________________
conv_pw_10_relu (ReLU) (None, None, None, 512) 0
_________________________________________________________________
conv_dw_11 (DepthwiseConv2D) (None, None, None, 512) 4608
_________________________________________________________________
conv_dw_11_bn (BatchNormaliz (None, None, None, 512) 2048
_________________________________________________________________
conv_dw_11_relu (ReLU) (None, None, None, 512) 0
_________________________________________________________________
conv_pw_11 (Conv2D) (None, None, None, 512) 262144
_________________________________________________________________
conv_pw_11_bn (BatchNormaliz (None, None, None, 512) 2048
_________________________________________________________________
conv_pw_11_relu (ReLU) (None, None, None, 512) 0
_________________________________________________________________
conv_pad_12 (ZeroPadding2D) (None, None, None, 512) 0
_________________________________________________________________
conv_dw_12 (DepthwiseConv2D) (None, None, None, 512) 4608
_________________________________________________________________
conv_dw_12_bn (BatchNormaliz (None, None, None, 512) 2048
_________________________________________________________________
conv_dw_12_relu (ReLU) (None, None, None, 512) 0
_________________________________________________________________
conv_pw_12 (Conv2D) (None, None, None, 1024) 524288
_________________________________________________________________
conv_pw_12_bn (BatchNormaliz (None, None, None, 1024) 4096
_________________________________________________________________
conv_pw_12_relu (ReLU) (None, None, None, 1024) 0
_________________________________________________________________
conv_dw_13 (DepthwiseConv2D) (None, None, None, 1024) 9216
_________________________________________________________________
conv_dw_13_bn (BatchNormaliz (None, None, None, 1024) 4096
_________________________________________________________________
conv_dw_13_relu (ReLU) (None, None, None, 1024) 0
_________________________________________________________________
conv_pw_13 (Conv2D) (None, None, None, 1024) 1048576
_________________________________________________________________
conv_pw_13_bn (BatchNormaliz (None, None, None, 1024) 4096
_________________________________________________________________
conv_pw_13_relu (ReLU) (None, None, None, 1024) 0
_________________________________________________________________
global_average_pooling2d_2 ( (None, 1024) 0
_________________________________________________________________
dense_4 (Dense) (None, 10) 10250
=================================================================
Total params: 3,239,114
Trainable params: 3,217,226
Non-trainable params: 21,888
_________________________________________________________________
None